Developing a mathematical description of the neural network is not just writing an equation. There is an approach in mathematics to describe the complex adaptive system. Zeta calculus is always on the back of our minds as we approach the inflationary and punctuated evolution of ensembles as they change in the ecosystem. What this means is that the equations that describe the system of the nodes in their space, time, energy, and momentum basis are inherently connected to a v=H

SMS technology has grown rapidly since its development by Finnish students looking for a way to break the ice with women, essentially forming an electronic system where they could ask girls out on dates. The geometric and nearly exponential growth of semiconductor technology, smartphones, and the NG (2G, 3G, 4G, and 5G) networks, has meant that our population is connected universally. One question does remain, however, which is the nature of individual connectedness and the t

It is said that Heisenberg discovered his famous uncertainty relation as he was having trouble with intimacy because whenever he was in the act of lovemaking, he could not find the right momentum with the correct position and similarly whenever he had the time he could not find the energy and vice versa. Physical touch and sex, to be blunt, are some of the most important and critical things human beings focus on in their development. In childhood and adolescence, many men and

San Onofre Nuclear Generating Station (SONGS) was decommissioned effectively costing the state of California upwards of half a billion dollars in lost electricity revenue, capital investment, and carbon emissions. Part of the idea of developing a new project in San Onofre is building the blueprint for a 22nd century human civilization - one that is economically viable, environmentally friendly, and state of the art technologically. The vision is ambitious yet we have started

Bioengineered and genetically modified humans who can withstand long term space missions, nuclear fusion powered vessels (ships, spacecraft), anti-matter plasma weaponry, massive changes in social structure with multi-generational-multi-family homes, neural links connecting human brains to A.I. to design and control automated manufacturing, and entirely autonomous drone warfare will be part of the future. There may even be more things too. Fiat currency disappearing and inste

As chief executive officer of General Physics, my bric a brac is decision making and cost engineering. First principles approaches in Polymarket are rooted in crowd sourcing and uncertainty, a recipe for disinformation and a path to further bifurcation and fractal information processing. Certainty is built from entropic ordering, a movement away from chaos into a complex adaptive system that builds regularity and certainty. Questions are necessary, however the right ones are

Recently, General Physics scientists have been undertaking the problem of understanding time turbulence and the nature of the clock-like passage of relative time. Being on the clock is a representation of the complex interworking of space localization (gravitational bodies slowing time essentially) and the negative sign associated with the four vector. What this means in conservation laws, is that the flow of time is connected to a physicalism. The reality of time is one that

General Physics has collaborated with numerous manufacturing facilities domestically and internationally (Urban Workshop Zurich Instruments, Research Instruments, etc). From experience gained on the shop floor, we have learned valuable lessons regarding manufacturing capabilities and limits. One good example of this is the construction of our prototype cusped mirror electric quadrupole. Designed from theory developed by J.D. Jackson in Classical Electrodynamics (I recall this

Since Leibniz and Newton created calculus, with the help of Jakob Bernoulli and his integral sign, in the latter part of the 17th century, there has been a consistent effort to describe with the first and second spatial derivates, a sort of symmetry-based approach to a physical-mental-mathematical world. Advancements in the endeavor of human thought have led to the description of topological space (Weyl) and conscious neural networks (Turing). General Physics is hard at work

General Physics is a supporter of UNHCR and MSF, two organizations that help countries without the idea of borders or independent nations. Scientists at the organization are responsible and conscientious, motivating a desire to improve the situation on the ground with a combination of manpower and funding. The pay to play attitude in addition to the philosophy of reconstruction -- an appetite for construction -- leads to the natural ideal of building a future where humanity c

There is a persistent, frustrating gap between design and reality. Today, a General Physics Corporation engineer dreams up a concept, drafts it in a CAD (CATIA, SpaceClaim) suite, hands it off to a simulation team for finite element analysis, tweaks it, tosses it over the wall to manufacturing techs, who then write G-code, set up jigs, and manually prep the CNC machines. Every handoff is a friction point. Every translation layer is a vulnerability. At General Physics, we view

In recent memory, the debate in California (and much of the US) has been about the homelessness crisis, immigration, and the rising cost of housing. Driving forces, shocks to the economy, and a stagnant manufacturing base combined with global supply chains reducing efficiency in the US domestic market have created this social outcome -- the lack of a wealthy middle class. This problem has an urgency about it and our generation and cost engineering skills at General Physics c

General Physics recently attended a device design and engineering conference at IPAM in UCLA. There were many discussions regarding fusion plasmas. Additionally, the pursuit of a stable and commercially viable fusion reactor requires a sophisticated synthesis of mathematical rigor, high-fidelity physics, and the emergent capabilities of artificial intelligence. As presented during the IPAM sessions, the modern approach to stellarator optimization is shifting away from isolate

Calculations of turbulent fluid dynamics have roots in particle theory however their deterministic and bulk behavior lack some of the quantum nature of uncertainty at the particle level. It might be good to start with the quark gluon and then the turbulent plasma of the stellar phenomenon or the confined fusion plasma at ignition. The reality of these systems is described in a model of macroscopic fluid flow. Optimization and efficiency are integral aspects of generalized dif

The 2026 International Sherwood Fusion Theory Conference in Santa Fe marked a significant turning point in the quest for clean energy, transitioning from isolated physical inquiries to a unified vision for functional power plants. I was fortunate to attend the conference and found the talks and poster sessions fascinating. The scientists came from all over the world; China, India, the UK, and Spain were just a few of the places represented. General Physics is looking forward

Recently I have been investigating the cyberattacks and correlations between real world events (geopolitical, social, and economic) to the cyber world and specifically the General Physics electronic signature and footprint. If this sounds strange, then hold on. The ordering and Fourier transform (or integral analysis of frequencies) shows some interesting patterns. Aside from basic interactions of human emotion, the fundamental progenitor of interaction in our local system, t

Motivating, predicting, and generating thoughts regarding the peer to peer communication network that develop around tower cell and satellite technology will likely change with the A.I. revolution. Needed are accurate descriptions of strings or machine code that involve time stamp protected memory flagged metadata. Building a future where technology is turned into an epistemologically related network of complex adaptive nodes means that the system of emergence will evolve. B

Canonical treatments of classical mechanics, quantum mechanics, cosmology, and even string theory motivate a discussion of the mathematical foundations of universal logical treatments of abstract concepts in a scientific basis. What this means is that the basic assumptions and certainties of structures in rational thinking must relate to a new approach to objective truth. According to Penrose, there are three fundamental worlds or paradigms that are nested within each other:

At General Physics, both our executive leadership and engineering teams see Southern California not just as a logistics hub, but as the foundation for a new era of advanced shipbuilding. The Port of Long Beach—spanning roughly 3,200 acres with 25 miles of waterfront and supporting nearly $100 billion in annual trade—is one of the most strategically important maritime centers in the world . It is here, in Long Beach, that we envision a WEST campus: a 2,500,000 square foot inte

Although modern power generation is highly advanced, roughly 81% of the global electricity supply is still derived from fossil fuels, with about 10% coming from nuclear energy. What is particularly notable is that, despite major innovations in nuclear physics—across Generation III and emerging Generation IV reactor designs such as sodium fast reactors, boiling water reactors, pressurized water reactors, and thorium salt reactors—the fundamental method of electricity generatio